Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
“@JustKarahn: “@what_iDO: Sit in there and shit dnt sing hoe @JustKarahn”. no”yess Mixed Abusive User Added
“@JuniorMaye8: A lot of them are though. Attitudes be pure trash” #TeamWhiteGirls #SwirlTheWorld Mixed Safe User Added
“@JulianSantomaur: 5"0 with 30 hoes on my dick #sweg” you have learned from the best Mixed Abusive User Added
“@JukeJuke_9: Lance Stevenson gone leave Indiana” he trash anyway Mixed Safe User Added
“@JuanNdaCut: When twitter rappers dm me their trash links http://t.co/o5Orzo1O19” Mixed Safe User Added
“@JohnelHadleyJr: Uncle Charlie just got thru lip singing?!”haha Mixed Safe User Added
“@JoeBudden: The bad bitches are only bad until they start talking anyway.” He Preaching Mixed Abusive User Added
“@JestonaeLives: Burnt pussy lips - 😂😂😂 https://t.co/1WhgfzBUkR” gal in the blue throwing it 😏 Mixed Abusive User Added
“@JerGucci: @1__dev You the Real MVP” that's wat ya bitch said when I finished 😂 Mixed Abusive User Added
“@JennerAcosta: Sleep over with guys doesn't mean we gonna fuck. TRUST ME” you're a bitch for denying them pussy Mixed Abusive User Added
“@JennaHord12: @ambernicolee05 dreamgirl McKee 😂”Ooh! Bet you wooonnnttt stick dat hoe Mixed Abusive User Added
“@Jaydillz: The day you unblock me you will become a man again. But that won't happen so you just a bitch.” @iDisrespectHoez lol Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph